Say we have a matrix A of shape N x M, which can be viewed as a collection of N vectors of shape 1 x M. The code below gives us the correlation matrix of A:

To visualize it, just use plt.matshow(A_corr).

If N is so large that the figure could not provide a clear insight, we might alternatively use histograms like this: